{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline\n",
    "import logging\n",
    "logging.getLogger('prophet').setLevel(logging.ERROR)\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python API\n",
    "\n",
    "Prophet follows the `sklearn` model API.  We create an instance of the `Prophet` class and then call its `fit` and `predict` methods.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input to Prophet is always a dataframe with two columns: `ds` and `y`.  The `ds` (datestamp) column should be of a format expected by Pandas, ideally YYYY-MM-DD for a date or YYYY-MM-DD HH:MM:SS for a timestamp. The `y` column must be numeric, and represents the measurement we wish to forecast.\n",
    "\n",
    "As an example, let's look at a time series of the log daily page views for the Wikipedia page for [Peyton Manning](https://en.wikipedia.org/wiki/Peyton_Manning).  We scraped this data using the [Wikipediatrend](https://cran.r-project.org/package=wikipediatrend) package in R.  Peyton Manning provides a nice example because it illustrates some of Prophet's features, like multiple seasonality, changing growth rates, and the ability to model special days (such as Manning's playoff and superbowl appearances). The CSV is available [here](https://github.com/facebook/prophet/blob/master/examples/example_wp_log_peyton_manning.csv).\n",
    "\n",
    "First we'll import the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from prophet import Prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-12-10</td>\n",
       "      <td>9.590761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-12-11</td>\n",
       "      <td>8.519590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-12-12</td>\n",
       "      <td>8.183677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-12-13</td>\n",
       "      <td>8.072467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-12-14</td>\n",
       "      <td>7.893572</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds         y\n",
       "0  2007-12-10  9.590761\n",
       "1  2007-12-11  8.519590\n",
       "2  2007-12-12  8.183677\n",
       "3  2007-12-13  8.072467\n",
       "4  2007-12-14  7.893572"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../examples/example_wp_log_peyton_manning.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We fit the model by instantiating a new `Prophet` object.  Any settings to the forecasting procedure are passed into the constructor.  Then you call its `fit` method and pass in the historical dataframe. Fitting should take 1-5 seconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n",
      "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x7f5a64149790>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet()\n",
    "m.fit(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are then made on a dataframe with a column `ds` containing the dates for which a prediction is to be made. You can get a suitable dataframe that extends into the future a specified number of days using the helper method `Prophet.make_future_dataframe`. By default it will also include the dates from the history, so we will see the model fit as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds\n",
       "3265 2017-01-15\n",
       "3266 2017-01-16\n",
       "3267 2017-01-17\n",
       "3268 2017-01-18\n",
       "3269 2017-01-19"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(periods=365)\n",
    "future.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `predict` method will assign each row in `future` a predicted value which it names `yhat`.  If you pass in historical dates, it will provide an in-sample fit. The `forecast` object here is a new dataframe that includes a column `yhat` with the forecast, as well as columns for components and uncertainty intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>2017-01-15</td>\n",
       "      <td>8.211542</td>\n",
       "      <td>7.444742</td>\n",
       "      <td>8.903545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>2017-01-16</td>\n",
       "      <td>8.536553</td>\n",
       "      <td>7.847804</td>\n",
       "      <td>9.211145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>2017-01-17</td>\n",
       "      <td>8.323968</td>\n",
       "      <td>7.541829</td>\n",
       "      <td>9.035461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>2017-01-18</td>\n",
       "      <td>8.156621</td>\n",
       "      <td>7.404457</td>\n",
       "      <td>8.830642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>2017-01-19</td>\n",
       "      <td>8.168561</td>\n",
       "      <td>7.438865</td>\n",
       "      <td>8.908668</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds      yhat  yhat_lower  yhat_upper\n",
       "3265 2017-01-15  8.211542    7.444742    8.903545\n",
       "3266 2017-01-16  8.536553    7.847804    9.211145\n",
       "3267 2017-01-17  8.323968    7.541829    9.035461\n",
       "3268 2017-01-18  8.156621    7.404457    8.830642\n",
       "3269 2017-01-19  8.168561    7.438865    8.908668"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can plot the forecast by calling the `Prophet.plot` method and passing in your forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you want to see the forecast components, you can use the `Prophet.plot_components` method.  By default you'll see the trend, yearly seasonality, and weekly seasonality of the time series.  If you include holidays, you'll see those here, too."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interactive figure of the forecast and components can be created with plotly. You will need to install plotly 4.0 or above separately, as it will not by default be installed with prophet. You will also need to install the `notebook` and `ipywidgets` packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from prophet.plot import plot_plotly, plot_components_plotly\n",
    "\n",
    "plot_plotly(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_components_plotly(m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More details about the options available for each method are available in the docstrings, for example, via `help(Prophet)` or `help(Prophet.fit)`. The [R reference manual](https://cran.r-project.org/web/packages/prophet/prophet.pdf) on CRAN provides a concise list of all of the available functions, each of which has a Python equivalent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## R API\n",
    "\n",
    "In R, we use the normal model fitting API.  We provide a `prophet` function that performs fitting and returns a model object.  You can then call `predict` and `plot` on this model object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Loading required package: Rcpp\n",
      "\n",
      "R[write to console]: Loading required package: rlang\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(prophet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we read in the data and create the outcome variable. As in the Python API, this is a dataframe with columns `ds` and `y`, containing the date and numeric value respectively. The ds column should be YYYY-MM-DD for a date, or YYYY-MM-DD HH:MM:SS for a timestamp. As above, we use here the log number of views to Peyton Manning's Wikipedia page, available [here](https://github.com/facebook/prophet/blob/master/examples/example_wp_log_peyton_manning.csv)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "df <- read.csv('../examples/example_wp_log_peyton_manning.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We call the `prophet` function to fit the model.  The first argument is the historical dataframe.  Additional arguments control how Prophet fits the data and are described in later pages of this documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictions are made on a dataframe with a column `ds` containing the dates for which predictions are to be made. The `make_future_dataframe` function takes the model object and a number of periods to forecast and produces a suitable dataframe. By default it will also include the historical dates so we can evaluate in-sample fit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             ds\n",
      "3265 2017-01-14\n",
      "3266 2017-01-15\n",
      "3267 2017-01-16\n",
      "3268 2017-01-17\n",
      "3269 2017-01-18\n",
      "3270 2017-01-19\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "future <- make_future_dataframe(m, periods = 365)\n",
    "tail(future)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As with most modeling procedures in R, we use the generic `predict` function to get our forecast. The `forecast` object is a dataframe with a column `yhat` containing the forecast. It has additional columns for uncertainty intervals and seasonal components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             ds     yhat yhat_lower yhat_upper\n",
      "3265 2017-01-14 7.818359   7.071228   8.550957\n",
      "3266 2017-01-15 8.200125   7.475725   8.869495\n",
      "3267 2017-01-16 8.525104   7.747071   9.226915\n",
      "3268 2017-01-17 8.312482   7.551904   9.046774\n",
      "3269 2017-01-18 8.145098   7.390770   8.863692\n",
      "3270 2017-01-19 8.156964   7.381716   8.866507\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "forecast <- predict(m, future)\n",
    "tail(forecast[c('ds', 'yhat', 'yhat_lower', 'yhat_upper')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the generic `plot` function to plot the forecast, by passing in the model and the forecast dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "plot(m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use the `prophet_plot_components` function to see the forecast broken down into trend, weekly seasonality, and yearly seasonality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 9 -u in\n",
    "prophet_plot_components(m, forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An interactive plot of the forecast using Dygraphs can be made with the command `dyplot.prophet(m, forecast)`.\n",
    "\n",
    "More details about the options available for each method are available in the docstrings, for example, via `?prophet` or `?fit.prophet`. This documentation is also available in the [reference manual](https://cran.r-project.org/web/packages/prophet/prophet.pdf) on CRAN."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
